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# Copyright 2021 AlQuraishi Laboratory | |
# Copyright 2021 DeepMind Technologies Limited | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
"""Common utilities for data pipeline tools.""" | |
import contextlib | |
import datetime | |
import logging | |
import shutil | |
import tempfile | |
import time | |
from typing import Optional, Mapping, Dict | |
import numpy as np | |
import torch | |
FeatureDict = Dict[str, np.ndarray] | |
FeatureTensorDict = Dict[str, torch.Tensor] | |
def tmpdir_manager(base_dir: Optional[str] = None): | |
"""Context manager that deletes a temporary directory on exit.""" | |
tmpdir = tempfile.mkdtemp(dir=base_dir) | |
try: | |
yield tmpdir | |
finally: | |
shutil.rmtree(tmpdir, ignore_errors=True) | |
def timing(msg: str): | |
logging.info("Started %s", msg) | |
tic = time.perf_counter() | |
yield | |
toc = time.perf_counter() | |
logging.info("Finished %s in %.3f seconds", msg, toc - tic) | |
def to_date(s: str): | |
return datetime.datetime( | |
year=int(s[:4]), month=int(s[5:7]), day=int(s[8:10]) | |
) | |